Summary

AI native builder who ships working products, not demos. I work close to customers, find the problem that actually hurts, build the smallest thing that works, watch what people really do with it (usage, traces, failures, overrides), and then kill it or harden it. I use AI coding and agent tools aggressively (Claude Code, Cursor) but I own the judgment. I built Agent Squad AI, a multi agent system that runs real operations, with retrieval for context, evals, and Langfuse traces to see what the agents actually did and fix it. My discipline is the last mile this role cares about: I keep a human in control of every consequential action, with review, approval, and governance before anything ships, because a workflow that works nine times and submits the wrong form on the tenth is worthless. Financial services domain: I shipped a bank's digital credit origination hub to production. Founder and Head of AI, 15+ years shipping software, fully remote. Systems Engineer with an MBA.

Experience

Founder & Head of AI · AI Native Builder · DigitalHubAssist LLC Oct 2024 · Present

Remote · GenAI / SaaS

Run the loop: I find the problem that hurts, build the smallest working solution (prototypes in Claude Code and Cursor), put it in front of the person doing the work, and study usage and traces to kill weak ideas fast or harden the ones that work. Under my leadership the company reached Registered Partner status in Anthropic's partner program.
Built Agent Squad AI: a multi agent system that runs real operations end to end, with retrieval for context, evals, and Langfuse traces to see what the agents did and fix failures.
Human in control: I design review, approval, and governance into the workflow before anything ships, decide which actions run autonomously and which need a person, and make failures visible and recoverable.

Consulting Manager · Financial Services Delivery · NTT DATA Colombia Apr 2021 · Oct 2024

Bogotá, Colombia · Banking (Grupo AVAL)

Financial services, operationally complex: shipped a bank's digital credit origination hub to production (Banco Popular), mapping fragmented, edge case heavy origination processes and redesigning them, under high ambiguity (total responsibility, partial control). Escalated dependencies early to keep the work safe.

Project Manager · Digital Products · VASS (2018·21) · GlobalHitss (2015·18) · Tecnocom (2012·15) 2012 · 2021

Bogotá, Colombia · Pensions · Health · Public Sector

Shipped digital products used at scale: modernized Porvenir's digital channels (millions of users) → LATAMDIGITAL 2019 award; delivered e-commerce (Colsanitas); digitalized Colombia's Judicial Branch.

Core Competencies

AI Native Building · 0 to 1 · Ships Working Products Close to Customers · Find the Real Problem Agent Workflows · Multi Agent Systems (Agent Squad AI) Retrieval (RAG) · Evals · Traces & Observability (Langfuse) Human in Control · Approvals · Governance · Failure Recovery Prototyping in Claude Code · Cursor Financial Services Domain (Credit Origination) Process Mapping & Redesign Strong Opinions, Loosely Held · Wrong Fast Remote (West Coast Overlap) · Systems Engineer · MBA

Summary

Experience

Education

Core Competencies